The Gating Problem

Interactive MoE expert grid: toggle honest (k=8) vs shunted (k=4) routing and see which detection schemes catch the difference.

simulation DOM Machine Learning Security Jun 24, 2026

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The Gating Problem — Toggle routing mode: k=8 Honest / k=4 Shunted · Dispatch token: animate one expert selection · data as of Jun 24, 2026 · COMMITTEEAUDIT (arXiv:2601.03425) + DeepSeek-V3 routing analysis ↗ open artifact ↗

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Research LLMs Security

The Expert Gap: Mixture-of-Experts Routing and the Verification Blind Spot in Decentralized AI

MoE routers let inference providers silently halve the experts they activate — saving 31% of compute while staying undetected by every current fingerprinting scheme.

Jun 24, 2026 8 min read ⬢ interactive